Overview

Brought to you by YData

Dataset statistics

Number of variables	29
Number of observations	212354
Missing cells	42486
Missing cells (%)	0.7%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	47.0 MiB
Average record size in memory	232.0 B

Variable types

Numeric	13
Categorical	16

Alerts

`biopsy_results` is highly imbalanced (53.3%)	Imbalance
`label` is highly imbalanced (53.5%)	Imbalance
`existing_conditions` has 42486 (20.0%) missing values	Missing
`diana_microt` has unique values	Unique
`elmmo` has unique values	Unique
`microcosm` has unique values	Unique
`miranda` has unique values	Unique
`mirdb` has unique values	Unique
`pictar` has unique values	Unique
`pita` has unique values	Unique
`targetscan` has unique values	Unique
`predicted.sum` has unique values	Unique
`all.sum` has unique values	Unique

Reproduction

Analysis started	2025-02-23 06:41:54.969601
Analysis finished	2025-02-23 06:42:28.844547
Duration	33.87 seconds
Software version	ydata-profiling vv4.12.2
Download configuration	config.json

age
Real number (ℝ)

Distinct	70
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	53.258036

Minimum	20
Maximum	89
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	20
5-th percentile	26
Q1	37
median	50
Q3	69
95-th percentile	85
Maximum	89
Range	69
Interquartile range (IQR)	32

Descriptive statistics

Standard deviation	18.984419
Coefficient of variation (CV)	0.35646112
Kurtosis	-1.0959819
Mean	53.258036
Median Absolute Deviation (MAD)	15
Skewness	0.24603705
Sum	11309557
Variance	360.40817
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
41	4549	2.1%
34	4518	2.1%
42	4505	2.1%
33	4492	2.1%
36	4480	2.1%
37	4475	2.1%
47	4464	2.1%
30	4457	2.1%
46	4417	2.1%
48	4408	2.1%
Other values (60)	167589	78.9%

Value	Count	Frequency (%)
20	1755	0.8%
21	1762	0.8%
22	1724	0.8%
23	1707	0.8%
24	1795	0.8%
25	1750	0.8%
26	1817	0.9%
27	1820	0.9%
28	1860	0.9%
29	1736	0.8%

Value	Count	Frequency (%)
89	2645	1.2%
88	2563	1.2%
87	2717	1.3%
86	2575	1.2%
85	2609	1.2%
84	2712	1.3%
83	2630	1.2%
82	2615	1.2%
81	2673	1.3%
80	2710	1.3%

gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

Male	148706
Female	63648

Length

Max length	6
Median length	4
Mean length	4.5994519
Min length	4

Characters and Unicode

Total characters	976712
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Male
2nd row	Female
3rd row	Male
4th row	Female
5th row	Male

Common Values

Value	Count	Frequency (%)
Male	148706	70.0%
Female	63648	30.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
male	148706	70.0%
female	63648	30.0%

Most occurring characters

Value	Count	Frequency (%)
e	276002	28.3%
a	212354	21.7%
l	212354	21.7%
M	148706	15.2%
F	63648	6.5%
m	63648	6.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	976712	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	276002	28.3%
a	212354	21.7%
l	212354	21.7%
M	148706	15.2%
F	63648	6.5%
m	63648	6.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	976712	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	276002	28.3%
a	212354	21.7%
l	212354	21.7%
M	148706	15.2%
F	63648	6.5%
m	63648	6.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	976712	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	276002	28.3%
a	212354	21.7%
l	212354	21.7%
M	148706	15.2%
F	63648	6.5%
m	63648	6.5%

ethnicity
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

Ethnicity_A	127571
Ethnicity_B	63569
Ethnicity_C	21214

Length

Max length	11
Median length	11
Mean length	11
Min length	11

Characters and Unicode

Total characters	2335894
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Ethnicity_A
2nd row	Ethnicity_B
3rd row	Ethnicity_A
4th row	Ethnicity_A
5th row	Ethnicity_A

Common Values

Value	Count	Frequency (%)
Ethnicity_A	127571	60.1%
Ethnicity_B	63569	29.9%
Ethnicity_C	21214	10.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ethnicity_a	127571	60.1%
ethnicity_b	63569	29.9%
ethnicity_c	21214	10.0%

Most occurring characters

Value	Count	Frequency (%)
t	424708	18.2%
i	424708	18.2%
E	212354	9.1%
h	212354	9.1%
n	212354	9.1%
c	212354	9.1%
y	212354	9.1%
_	212354	9.1%
A	127571	5.5%
B	63569	2.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2335894	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
t	424708	18.2%
i	424708	18.2%
E	212354	9.1%
h	212354	9.1%
n	212354	9.1%
c	212354	9.1%
y	212354	9.1%
_	212354	9.1%
A	127571	5.5%
B	63569	2.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2335894	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
t	424708	18.2%
i	424708	18.2%
E	212354	9.1%
h	212354	9.1%
n	212354	9.1%
c	212354	9.1%
y	212354	9.1%
_	212354	9.1%
A	127571	5.5%
B	63569	2.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2335894	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
t	424708	18.2%
i	424708	18.2%
E	212354	9.1%
h	212354	9.1%
n	212354	9.1%
c	212354	9.1%
y	212354	9.1%
_	212354	9.1%
A	127571	5.5%
B	63569	2.7%

geographical_location
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

California	169603
Other	42751

Length

Max length	10
Median length	10
Mean length	8.9934025
Min length	5

Characters and Unicode

Total characters	1909785
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Other
2nd row	California
3rd row	California
4th row	Other
5th row	California

Common Values

Value	Count	Frequency (%)
California	169603	79.9%
Other	42751	20.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
california	169603	79.9%
other	42751	20.1%

Most occurring characters

Value	Count	Frequency (%)
a	339206	17.8%
i	339206	17.8%
r	212354	11.1%
C	169603	8.9%
l	169603	8.9%
f	169603	8.9%
o	169603	8.9%
n	169603	8.9%
O	42751	2.2%
t	42751	2.2%
Other values (2)	85502	4.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1909785	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	339206	17.8%
i	339206	17.8%
r	212354	11.1%
C	169603	8.9%
l	169603	8.9%
f	169603	8.9%
o	169603	8.9%
n	169603	8.9%
O	42751	2.2%
t	42751	2.2%
Other values (2)	85502	4.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1909785	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	339206	17.8%
i	339206	17.8%
r	212354	11.1%
C	169603	8.9%
l	169603	8.9%
f	169603	8.9%
o	169603	8.9%
n	169603	8.9%
O	42751	2.2%
t	42751	2.2%
Other values (2)	85502	4.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1909785	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	339206	17.8%
i	339206	17.8%
r	212354	11.1%
C	169603	8.9%
l	169603	8.9%
f	169603	8.9%
o	169603	8.9%
n	169603	8.9%
O	42751	2.2%
t	42751	2.2%
Other values (2)	85502	4.5%

family_history
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

0	148528
1	63826

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	212354
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	148528	69.9%
1	63826	30.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	148528	69.9%
1	63826	30.1%

Most occurring characters

Value	Count	Frequency (%)
0	148528	69.9%
1	63826	30.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	212354	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	148528	69.9%
1	63826	30.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	212354	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	148528	69.9%
1	63826	30.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	212354	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	148528	69.9%
1	63826	30.1%

smoking_habits
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

0	127592
1	84762

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	212354
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	127592	60.1%
1	84762	39.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	127592	60.1%
1	84762	39.9%

Most occurring characters

Value	Count	Frequency (%)
0	127592	60.1%
1	84762	39.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	212354	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	127592	60.1%
1	84762	39.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	212354	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	127592	60.1%
1	84762	39.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	212354	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	127592	60.1%
1	84762	39.9%

alcohol_consumption
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

0	106309
1	106045

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	212354
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	106309	50.1%
1	106045	49.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	106309	50.1%
1	106045	49.9%

Most occurring characters

Value	Count	Frequency (%)
0	106309	50.1%
1	106045	49.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	212354	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	106309	50.1%
1	106045	49.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	212354	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	106309	50.1%
1	106045	49.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	212354	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	106309	50.1%
1	106045	49.9%

helicobacter_pylori_infection
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

0	159378
1	52976

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	212354
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	159378	75.1%
1	52976	24.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	159378	75.1%
1	52976	24.9%

Most occurring characters

Value	Count	Frequency (%)
0	159378	75.1%
1	52976	24.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	212354	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	159378	75.1%
1	52976	24.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	212354	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	159378	75.1%
1	52976	24.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	212354	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	159378	75.1%
1	52976	24.9%

dietary_habits
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

High_Salt	169805
Low_Salt	42549

Length

Max length	9
Median length	9
Mean length	8.7996317
Min length	8

Characters and Unicode

Total characters	1868637
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Low_Salt
2nd row	High_Salt
3rd row	High_Salt
4th row	High_Salt
5th row	High_Salt

Common Values

Value	Count	Frequency (%)
High_Salt	169805	80.0%
Low_Salt	42549	20.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
high_salt	169805	80.0%
low_salt	42549	20.0%

Most occurring characters

Value	Count	Frequency (%)
l	212354	11.4%
a	212354	11.4%
S	212354	11.4%
_	212354	11.4%
t	212354	11.4%
g	169805	9.1%
i	169805	9.1%
H	169805	9.1%
h	169805	9.1%
L	42549	2.3%
Other values (2)	85098	4.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1868637	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
l	212354	11.4%
a	212354	11.4%
S	212354	11.4%
_	212354	11.4%
t	212354	11.4%
g	169805	9.1%
i	169805	9.1%
H	169805	9.1%
h	169805	9.1%
L	42549	2.3%
Other values (2)	85098	4.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1868637	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
l	212354	11.4%
a	212354	11.4%
S	212354	11.4%
_	212354	11.4%
t	212354	11.4%
g	169805	9.1%
i	169805	9.1%
H	169805	9.1%
h	169805	9.1%
L	42549	2.3%
Other values (2)	85098	4.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1868637	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
l	212354	11.4%
a	212354	11.4%
S	212354	11.4%
_	212354	11.4%
t	212354	11.4%
g	169805	9.1%
i	169805	9.1%
H	169805	9.1%
h	169805	9.1%
L	42549	2.3%
Other values (2)	85098	4.6%

existing_conditions
Categorical

Missing

Distinct	2
Distinct (%)	< 0.1%
Missing	42486
Missing (%)	20.0%
Memory size	1.6 MiB

Chronic Gastritis	106309
Diabetes	63559

Length

Max length	17
Median length	17
Mean length	13.632497
Min length	8

Characters and Unicode

Total characters	2315725
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Chronic Gastritis
2nd row	Diabetes
3rd row	Chronic Gastritis
4th row	Diabetes
5th row	Chronic Gastritis

Common Values

Value	Count	Frequency (%)
Chronic Gastritis	106309	50.1%
Diabetes	63559	29.9%
(Missing)	42486	20.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
chronic	106309	38.5%
gastritis	106309	38.5%
diabetes	63559	23.0%

Most occurring characters

Value	Count	Frequency (%)
i	382486	16.5%
t	276177	11.9%
s	276177	11.9%
r	212618	9.2%
a	169868	7.3%
e	127118	5.5%
C	106309	4.6%
c	106309	4.6%
n	106309	4.6%
o	106309	4.6%
Other values (5)	446045	19.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2315725	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	382486	16.5%
t	276177	11.9%
s	276177	11.9%
r	212618	9.2%
a	169868	7.3%
e	127118	5.5%
C	106309	4.6%
c	106309	4.6%
n	106309	4.6%
o	106309	4.6%
Other values (5)	446045	19.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2315725	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	382486	16.5%
t	276177	11.9%
s	276177	11.9%
r	212618	9.2%
a	169868	7.3%
e	127118	5.5%
C	106309	4.6%
c	106309	4.6%
n	106309	4.6%
o	106309	4.6%
Other values (5)	446045	19.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2315725	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	382486	16.5%
t	276177	11.9%
s	276177	11.9%
r	212618	9.2%
a	169868	7.3%
e	127118	5.5%
C	106309	4.6%
c	106309	4.6%
n	106309	4.6%
o	106309	4.6%
Other values (5)	446045	19.3%

endoscopic_images
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

Normal	148523
Abnormal	63831

Length

Max length	8
Median length	6
Mean length	6.6011754
Min length	6

Characters and Unicode

Total characters	1401786
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Normal
2nd row	Normal
3rd row	Normal
4th row	Normal
5th row	Abnormal

Common Values

Value	Count	Frequency (%)
Normal	148523	69.9%
Abnormal	63831	30.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
normal	148523	69.9%
abnormal	63831	30.1%

Most occurring characters

Value	Count	Frequency (%)
o	212354	15.1%
l	212354	15.1%
r	212354	15.1%
m	212354	15.1%
a	212354	15.1%
N	148523	10.6%
A	63831	4.6%
b	63831	4.6%
n	63831	4.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1401786	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	212354	15.1%
l	212354	15.1%
r	212354	15.1%
m	212354	15.1%
a	212354	15.1%
N	148523	10.6%
A	63831	4.6%
b	63831	4.6%
n	63831	4.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1401786	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	212354	15.1%
l	212354	15.1%
r	212354	15.1%
m	212354	15.1%
a	212354	15.1%
N	148523	10.6%
A	63831	4.6%
b	63831	4.6%
n	63831	4.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1401786	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	212354	15.1%
l	212354	15.1%
r	212354	15.1%
m	212354	15.1%
a	212354	15.1%
N	148523	10.6%
A	63831	4.6%
b	63831	4.6%
n	63831	4.6%

biopsy_results
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

Negative	191223
Positive	21131

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	1698832
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Negative
2nd row	Negative
3rd row	Negative
4th row	Negative
5th row	Negative

Common Values

Value	Count	Frequency (%)
Negative	191223	90.0%
Positive	21131	10.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
negative	191223	90.0%
positive	21131	10.0%

Most occurring characters

Value	Count	Frequency (%)
e	403577	23.8%
i	233485	13.7%
v	212354	12.5%
t	212354	12.5%
N	191223	11.3%
a	191223	11.3%
g	191223	11.3%
P	21131	1.2%
o	21131	1.2%
s	21131	1.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1698832	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	403577	23.8%
i	233485	13.7%
v	212354	12.5%
t	212354	12.5%
N	191223	11.3%
a	191223	11.3%
g	191223	11.3%
P	21131	1.2%
o	21131	1.2%
s	21131	1.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1698832	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	403577	23.8%
i	233485	13.7%
v	212354	12.5%
t	212354	12.5%
N	191223	11.3%
a	191223	11.3%
g	191223	11.3%
P	21131	1.2%
o	21131	1.2%
s	21131	1.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1698832	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	403577	23.8%
i	233485	13.7%
v	212354	12.5%
t	212354	12.5%
N	191223	11.3%
a	191223	11.3%
g	191223	11.3%
P	21131	1.2%
o	21131	1.2%
s	21131	1.2%

ct_scan
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

Negative	169740
Positive	42614

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	1698832
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Negative
2nd row	Negative
3rd row	Negative
4th row	Negative
5th row	Negative

Common Values

Value	Count	Frequency (%)
Negative	169740	79.9%
Positive	42614	20.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
negative	169740	79.9%
positive	42614	20.1%

Most occurring characters

Value	Count	Frequency (%)
e	382094	22.5%
i	254968	15.0%
v	212354	12.5%
t	212354	12.5%
N	169740	10.0%
a	169740	10.0%
g	169740	10.0%
P	42614	2.5%
o	42614	2.5%
s	42614	2.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1698832	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	382094	22.5%
i	254968	15.0%
v	212354	12.5%
t	212354	12.5%
N	169740	10.0%
a	169740	10.0%
g	169740	10.0%
P	42614	2.5%
o	42614	2.5%
s	42614	2.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1698832	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	382094	22.5%
i	254968	15.0%
v	212354	12.5%
t	212354	12.5%
N	169740	10.0%
a	169740	10.0%
g	169740	10.0%
P	42614	2.5%
o	42614	2.5%
s	42614	2.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1698832	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	382094	22.5%
i	254968	15.0%
v	212354	12.5%
t	212354	12.5%
N	169740	10.0%
a	169740	10.0%
g	169740	10.0%
P	42614	2.5%
o	42614	2.5%
s	42614	2.5%

mature_mirna_acc
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

MIR123	148596
MIR234	42474
MIR345	21284

Length

Max length	6
Median length	6
Mean length	6
Min length	6

Characters and Unicode

Total characters	1274124
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	MIR123
2nd row	MIR123
3rd row	MIR345
4th row	MIR123
5th row	MIR345

Common Values

Value	Count	Frequency (%)
MIR123	148596	70.0%
MIR234	42474	20.0%
MIR345	21284	10.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
mir123	148596	70.0%
mir234	42474	20.0%
mir345	21284	10.0%

Most occurring characters

Value	Count	Frequency (%)
M	212354	16.7%
I	212354	16.7%
R	212354	16.7%
3	212354	16.7%
2	191070	15.0%
1	148596	11.7%
4	63758	5.0%
5	21284	1.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1274124	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
M	212354	16.7%
I	212354	16.7%
R	212354	16.7%
3	212354	16.7%
2	191070	15.0%
1	148596	11.7%
4	63758	5.0%
5	21284	1.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1274124	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
M	212354	16.7%
I	212354	16.7%
R	212354	16.7%
3	212354	16.7%
2	191070	15.0%
1	148596	11.7%
4	63758	5.0%
5	21284	1.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1274124	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
M	212354	16.7%
I	212354	16.7%
R	212354	16.7%
3	212354	16.7%
2	191070	15.0%
1	148596	11.7%
4	63758	5.0%
5	21284	1.7%

mature_mirna_id
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

MIR123_1	148248
MIR234_2	42780
MIR345_3	21326

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	1698832
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	MIR123_1
2nd row	MIR234_2
3rd row	MIR345_3
4th row	MIR123_1
5th row	MIR123_1

Common Values

Value	Count	Frequency (%)
MIR123_1	148248	69.8%
MIR234_2	42780	20.1%
MIR345_3	21326	10.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
mir123_1	148248	69.8%
mir234_2	42780	20.1%
mir345_3	21326	10.0%

Most occurring characters

Value	Count	Frequency (%)
1	296496	17.5%
2	233808	13.8%
3	233680	13.8%
M	212354	12.5%
R	212354	12.5%
I	212354	12.5%
_	212354	12.5%
4	64106	3.8%
5	21326	1.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1698832	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	296496	17.5%
2	233808	13.8%
3	233680	13.8%
M	212354	12.5%
R	212354	12.5%
I	212354	12.5%
_	212354	12.5%
4	64106	3.8%
5	21326	1.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1698832	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	296496	17.5%
2	233808	13.8%
3	233680	13.8%
M	212354	12.5%
R	212354	12.5%
I	212354	12.5%
_	212354	12.5%
4	64106	3.8%
5	21326	1.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1698832	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	296496	17.5%
2	233808	13.8%
3	233680	13.8%
M	212354	12.5%
R	212354	12.5%
I	212354	12.5%
_	212354	12.5%
4	64106	3.8%
5	21326	1.3%

target_symbol
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

TP53	106351
CDH1	63570
KRAS	42433

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	849416
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	TP53
2nd row	TP53
3rd row	KRAS
4th row	KRAS
5th row	CDH1

Common Values

Value	Count	Frequency (%)
TP53	106351	50.1%
CDH1	63570	29.9%
KRAS	42433	20.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
tp53	106351	50.1%
cdh1	63570	29.9%
kras	42433	20.0%

Most occurring characters

Value	Count	Frequency (%)
T	106351	12.5%
P	106351	12.5%
5	106351	12.5%
3	106351	12.5%
C	63570	7.5%
D	63570	7.5%
H	63570	7.5%
1	63570	7.5%
K	42433	5.0%
R	42433	5.0%
Other values (2)	84866	10.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	849416	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
T	106351	12.5%
P	106351	12.5%
5	106351	12.5%
3	106351	12.5%
C	63570	7.5%
D	63570	7.5%
H	63570	7.5%
1	63570	7.5%
K	42433	5.0%
R	42433	5.0%
Other values (2)	84866	10.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	849416	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
T	106351	12.5%
P	106351	12.5%
5	106351	12.5%
3	106351	12.5%
C	63570	7.5%
D	63570	7.5%
H	63570	7.5%
1	63570	7.5%
K	42433	5.0%
R	42433	5.0%
Other values (2)	84866	10.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	849416	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
T	106351	12.5%
P	106351	12.5%
5	106351	12.5%
3	106351	12.5%
C	63570	7.5%
D	63570	7.5%
H	63570	7.5%
1	63570	7.5%
K	42433	5.0%
R	42433	5.0%
Other values (2)	84866	10.0%

target_entrez
Real number (ℝ)

Distinct	9000
Distinct (%)	4.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5496.1173

Minimum	1000
Maximum	9999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	1000
5-th percentile	1449
Q1	3252
median	5491
Q3	7738
95-th percentile	9547
Maximum	9999
Range	8999
Interquartile range (IQR)	4486

Descriptive statistics

Standard deviation	2596.8176
Coefficient of variation (CV)	0.4724822
Kurtosis	-1.1970572
Mean	5496.1173
Median Absolute Deviation (MAD)	2243
Skewness	0.0011763769
Sum	1.1671225 × 10⁹
Variance	6743461.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5737	44	< 0.1%
8008	43	< 0.1%
1341	43	< 0.1%
3530	42	< 0.1%
6519	41	< 0.1%
4279	40	< 0.1%
1046	40	< 0.1%
4050	40	< 0.1%
9428	40	< 0.1%
7616	40	< 0.1%
Other values (8990)	211941	99.8%

Value	Count	Frequency (%)
1000	30	< 0.1%
1001	22	< 0.1%
1002	26	< 0.1%
1003	19	< 0.1%
1004	21	< 0.1%
1005	27	< 0.1%
1006	28	< 0.1%
1007	32	< 0.1%
1008	24	< 0.1%
1009	25	< 0.1%

Value	Count	Frequency (%)
9999	25	< 0.1%
9998	23	< 0.1%
9997	23	< 0.1%
9996	20	< 0.1%
9995	27	< 0.1%
9994	28	< 0.1%
9993	24	< 0.1%
9992	27	< 0.1%
9991	21	< 0.1%
9990	22	< 0.1%

target_ensembl
Real number (ℝ)

Distinct	191184
Distinct (%)	90.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1499874

Minimum	1000007
Maximum	1999998
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	1000007
5-th percentile	1049352.6
Q1	1251177
median	1500323.5
Q3	1748423.5
95-th percentile	1949640.4
Maximum	1999998
Range	999991
Interquartile range (IQR)	497246.5

Descriptive statistics

Standard deviation	288258.53
Coefficient of variation (CV)	0.19218849
Kurtosis	-1.193807
Mean	1499874
Median Absolute Deviation (MAD)	248674.5
Skewness	-0.0013157608
Sum	3.1850425 × 10¹¹
Variance	8.3092979 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1108334	5	< 0.1%
1621017	5	< 0.1%
1228716	5	< 0.1%
1686987	5	< 0.1%
1471937	5	< 0.1%
1396220	5	< 0.1%
1307868	4	< 0.1%
1567669	4	< 0.1%
1465615	4	< 0.1%
1969936	4	< 0.1%
Other values (191174)	212308	> 99.9%

Value	Count	Frequency (%)
1000007	1	< 0.1%
1000009	1	< 0.1%
1000012	1	< 0.1%
1000014	1	< 0.1%
1000029	1	< 0.1%
1000030	1	< 0.1%
1000038	1	< 0.1%
1000039	1	< 0.1%
1000048	1	< 0.1%
1000058	1	< 0.1%

Value	Count	Frequency (%)
1999998	1	< 0.1%
1999994	1	< 0.1%
1999987	1	< 0.1%
1999979	2	< 0.1%
1999977	1	< 0.1%
1999976	1	< 0.1%
1999964	2	< 0.1%
1999957	1	< 0.1%
1999954	1	< 0.1%
1999951	1	< 0.1%

diana_microt
Real number (ℝ)

Unique

Distinct	212354
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.50052688

Minimum	5.4594294 × 10^-6
Maximum	0.99999837
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	5.4594294 × 10^-6
5-th percentile	0.050329547
Q1	0.25003383
median	0.50130179
Q3	0.75078292
95-th percentile	0.95008032
Maximum	0.99999837
Range	0.99999291
Interquartile range (IQR)	0.50074908

Descriptive statistics

Standard deviation	0.28875716
Coefficient of variation (CV)	0.5769064
Kurtosis	-1.2013047
Mean	0.50052688
Median Absolute Deviation (MAD)	0.25039258
Skewness	-0.0032353963
Sum	106288.89
Variance	0.083380699
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1469554288	1	< 0.1%
0.3813264408	1	< 0.1%
0.7766793261	1	< 0.1%
0.7422524583	1	< 0.1%
0.3561195763	1	< 0.1%
0.728199608	1	< 0.1%
0.3698819345	1	< 0.1%
0.3578230727	1	< 0.1%
0.09172957349	1	< 0.1%
0.4705122224	1	< 0.1%
Other values (212344)	212344	> 99.9%

Value	Count	Frequency (%)
5.459429415 × 10^-6	1	< 0.1%
1.378755261 × 10^-5	1	< 0.1%
1.544225826 × 10^-5	1	< 0.1%
1.603319656 × 10^-5	1	< 0.1%
1.683744661 × 10^-5	1	< 0.1%
1.903288069 × 10^-5	1	< 0.1%
2.492624933 × 10^-5	1	< 0.1%
3.036230069 × 10^-5	1	< 0.1%
3.428841101 × 10^-5	1	< 0.1%
4.738306033 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
0.9999983666	1	< 0.1%
0.9999924808	1	< 0.1%
0.9999890822	1	< 0.1%
0.9999877113	1	< 0.1%
0.9999828503	1	< 0.1%
0.9999783812	1	< 0.1%
0.9999769527	1	< 0.1%
0.9999731289	1	< 0.1%
0.9999668912	1	< 0.1%
0.9999661912	1	< 0.1%

elmmo
Real number (ℝ)

Unique

Distinct	212354
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.49949712

Minimum	6.0890625 × 10^-7
Maximum	0.9999993
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	6.0890625 × 10^-7
5-th percentile	0.049287588
Q1	0.24864684
median	0.49980396
Q3	0.74958433
95-th percentile	0.95025324
Maximum	0.9999993
Range	0.99999869
Interquartile range (IQR)	0.50093749

Descriptive statistics

Standard deviation	0.28884517
Coefficient of variation (CV)	0.57827194
Kurtosis	-1.2006813
Mean	0.49949712
Median Absolute Deviation (MAD)	0.25045947
Skewness	0.0023044896
Sum	106070.21
Variance	0.083431534
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6896956352	1	< 0.1%
0.1870025301	1	< 0.1%
0.6596272982	1	< 0.1%
0.5951774949	1	< 0.1%
0.4263553566	1	< 0.1%
0.6901327169	1	< 0.1%
0.7974740682	1	< 0.1%
0.3561960374	1	< 0.1%
0.2488704074	1	< 0.1%
0.009788746696	1	< 0.1%
Other values (212344)	212344	> 99.9%

Value	Count	Frequency (%)
6.089062459 × 10^-7	1	< 0.1%
6.997383498 × 10^-6	1	< 0.1%
7.858921587 × 10^-6	1	< 0.1%
1.303431662 × 10^-5	1	< 0.1%
2.214603532 × 10^-5	1	< 0.1%
2.447602945 × 10^-5	1	< 0.1%
2.987345433 × 10^-5	1	< 0.1%
3.18633731 × 10^-5	1	< 0.1%
4.070462222 × 10^-5	1	< 0.1%
4.208724283 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
0.9999993036	1	< 0.1%
0.9999955035	1	< 0.1%
0.9999914694	1	< 0.1%
0.999988929	1	< 0.1%
0.9999880918	1	< 0.1%
0.9999788182	1	< 0.1%
0.9999704213	1	< 0.1%
0.9999562781	1	< 0.1%
0.9999518208	1	< 0.1%
0.999949995	1	< 0.1%

microcosm
Real number (ℝ)

Unique

Distinct	212354
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.50008326

Minimum	2.8074476 × 10^-6
Maximum	0.99999738
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	2.8074476 × 10^-6
5-th percentile	0.050159621
Q1	0.24987698
median	0.50049801
Q3	0.74876926
95-th percentile	0.95042567
Maximum	0.99999738
Range	0.99999457
Interquartile range (IQR)	0.49889228

Descriptive statistics

Standard deviation	0.28849093
Coefficient of variation (CV)	0.5768858
Kurtosis	-1.1968691
Mean	0.50008326
Median Absolute Deviation (MAD)	0.2494055
Skewness	-0.00043232698
Sum	106194.68
Variance	0.083227017
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7015243326	1	< 0.1%
0.7864218237	1	< 0.1%
0.4906556553	1	< 0.1%
0.9975424276	1	< 0.1%
0.9297736416	1	< 0.1%
0.05440083629	1	< 0.1%
0.3709832071	1	< 0.1%
0.8738324239	1	< 0.1%
0.4456450196	1	< 0.1%
0.3298512183	1	< 0.1%
Other values (212344)	212344	> 99.9%

Value	Count	Frequency (%)
2.807447594 × 10^-6	1	< 0.1%
3.632722 × 10^-6	1	< 0.1%
8.553127314 × 10^-6	1	< 0.1%
1.337573821 × 10^-5	1	< 0.1%
1.567621956 × 10^-5	1	< 0.1%
1.681754038 × 10^-5	1	< 0.1%
2.162619995 × 10^-5	1	< 0.1%
2.66833141 × 10^-5	1	< 0.1%
3.497205066 × 10^-5	1	< 0.1%
3.568488452 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
0.9999973799	1	< 0.1%
0.9999842374	1	< 0.1%
0.9999836936	1	< 0.1%
0.9999800567	1	< 0.1%
0.9999782066	1	< 0.1%
0.9999752968	1	< 0.1%
0.9999707887	1	< 0.1%
0.9999672694	1	< 0.1%
0.9999646969	1	< 0.1%
0.9999644794	1	< 0.1%

miranda
Real number (ℝ)

Unique

Distinct	212354
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4998947

Minimum	1.1601668 × 10^-6
Maximum	0.99999722
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	1.1601668 × 10^-6
5-th percentile	0.049796691
Q1	0.25020641
median	0.49963469
Q3	0.74907498
95-th percentile	0.94954477
Maximum	0.99999722
Range	0.99999606
Interquartile range (IQR)	0.49886857

Descriptive statistics

Standard deviation	0.28857114
Coefficient of variation (CV)	0.57726385
Kurtosis	-1.1987745
Mean	0.4998947
Median Absolute Deviation (MAD)	0.24943107
Skewness	-0.00047022689
Sum	106154.64
Variance	0.083273302
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2509549596	1	< 0.1%
0.2048164354	1	< 0.1%
0.913230403	1	< 0.1%
0.6114164536	1	< 0.1%
0.5911479985	1	< 0.1%
0.5780028225	1	< 0.1%
0.1018984975	1	< 0.1%
0.3274011811	1	< 0.1%
0.2647108839	1	< 0.1%
0.4659180306	1	< 0.1%
Other values (212344)	212344	> 99.9%

Value	Count	Frequency (%)
1.160166828 × 10^-6	1	< 0.1%
2.177061828 × 10^-6	1	< 0.1%
5.403161511 × 10^-6	1	< 0.1%
9.935944034 × 10^-6	1	< 0.1%
1.099262032 × 10^-5	1	< 0.1%
1.768943477 × 10^-5	1	< 0.1%
2.100137983 × 10^-5	1	< 0.1%
2.453624145 × 10^-5	1	< 0.1%
2.51735778 × 10^-5	1	< 0.1%
2.678767066 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
0.9999972173	1	< 0.1%
0.9999962992	1	< 0.1%
0.9999951188	1	< 0.1%
0.9999932733	1	< 0.1%
0.9999887333	1	< 0.1%
0.9999772986	1	< 0.1%
0.9999726449	1	< 0.1%
0.9999704195	1	< 0.1%
0.9999560305	1	< 0.1%
0.9999533058	1	< 0.1%

mirdb
Real number (ℝ)

Unique

Distinct	212354
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.50012512

Minimum	1.2888397 × 10^-5
Maximum	0.99999969
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	1.2888397 × 10^-5
5-th percentile	0.049837593
Q1	0.25029266
median	0.49988755
Q3	0.7499939
95-th percentile	0.94979884
Maximum	0.99999969
Range	0.9999868
Interquartile range (IQR)	0.49970124

Descriptive statistics

Standard deviation	0.28873829
Coefficient of variation (CV)	0.57733212
Kurtosis	-1.1992997
Mean	0.50012512
Median Absolute Deviation (MAD)	0.24987209
Skewness	-0.00081665092
Sum	106203.57
Variance	0.083369803
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1024580653	1	< 0.1%
0.5619198163	1	< 0.1%
0.1394716776	1	< 0.1%
0.4179716977	1	< 0.1%
0.9407641418	1	< 0.1%
0.8902321697	1	< 0.1%
0.7633443937	1	< 0.1%
0.1189429058	1	< 0.1%
0.7810754772	1	< 0.1%
0.9661873601	1	< 0.1%
Other values (212344)	212344	> 99.9%

Value	Count	Frequency (%)
1.288839663 × 10^-5	1	< 0.1%
1.735518527 × 10^-5	1	< 0.1%
2.068202303 × 10^-5	1	< 0.1%
2.509233614 × 10^-5	1	< 0.1%
2.621049812 × 10^-5	1	< 0.1%
2.824481228 × 10^-5	1	< 0.1%
3.391776562 × 10^-5	1	< 0.1%
4.578443329 × 10^-5	1	< 0.1%
5.621847435 × 10^-5	1	< 0.1%
6.030695304 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
0.9999996932	1	< 0.1%
0.9999984784	1	< 0.1%
0.9999962678	1	< 0.1%
0.9999867404	1	< 0.1%
0.9999852787	1	< 0.1%
0.999977196	1	< 0.1%
0.9999722823	1	< 0.1%
0.9999655619	1	< 0.1%
0.9999590561	1	< 0.1%
0.9999568651	1	< 0.1%

pictar
Real number (ℝ)

Unique

Distinct	212354
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.49897453

Minimum	7.7439575 × 10^-7
Maximum	0.99999862
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	7.7439575 × 10^-7
5-th percentile	0.049573943
Q1	0.24979431
median	0.49852298
Q3	0.74872122
95-th percentile	0.9496059
Maximum	0.99999862
Range	0.99999785
Interquartile range (IQR)	0.49892691

Descriptive statistics

Standard deviation	0.28849949
Coefficient of variation (CV)	0.5781848
Kurtosis	-1.1981275
Mean	0.49897453
Median Absolute Deviation (MAD)	0.24943054
Skewness	0.0046300914
Sum	105959.24
Variance	0.083231955
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.07702502958	1	< 0.1%
0.4381752163	1	< 0.1%
0.852955162	1	< 0.1%
0.2258819761	1	< 0.1%
0.6218615289	1	< 0.1%
0.7529753021	1	< 0.1%
0.8866593829	1	< 0.1%
0.6768941385	1	< 0.1%
0.3487345531	1	< 0.1%
0.8681888647	1	< 0.1%
Other values (212344)	212344	> 99.9%

Value	Count	Frequency (%)
7.743957466 × 10^-7	1	< 0.1%
2.537464936 × 10^-6	1	< 0.1%
5.941009967 × 10^-6	1	< 0.1%
7.404393862 × 10^-6	1	< 0.1%
1.202365004 × 10^-5	1	< 0.1%
1.287837196 × 10^-5	1	< 0.1%
4.869594218 × 10^-5	1	< 0.1%
5.776587314 × 10^-5	1	< 0.1%
6.048936703 × 10^-5	1	< 0.1%
7.553404638 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
0.9999986241	1	< 0.1%
0.9999898946	1	< 0.1%
0.9999775677	1	< 0.1%
0.9999711264	1	< 0.1%
0.9999437912	1	< 0.1%
0.9999419087	1	< 0.1%
0.9999386562	1	< 0.1%
0.9999369062	1	< 0.1%
0.9999287185	1	< 0.1%
0.9999262206	1	< 0.1%

pita
Real number (ℝ)

Unique

Distinct	212354
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.50115233

Minimum	7.9775181 × 10^-6
Maximum	0.99999347
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	7.9775181 × 10^-6
5-th percentile	0.050683607
Q1	0.25032151
median	0.50222802
Q3	0.75121219
95-th percentile	0.95093408
Maximum	0.99999347
Range	0.9999855
Interquartile range (IQR)	0.50089068

Descriptive statistics

Standard deviation	0.2888743
Coefficient of variation (CV)	0.57642016
Kurtosis	-1.2025394
Mean	0.50115233
Median Absolute Deviation (MAD)	0.25046699
Skewness	-0.0026835509
Sum	106421.7
Variance	0.083448364
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4637661991	1	< 0.1%
0.283602689	1	< 0.1%
0.3212623222	1	< 0.1%
0.2186850894	1	< 0.1%
0.4570374186	1	< 0.1%
0.955232418	1	< 0.1%
0.5025110953	1	< 0.1%
0.653453409	1	< 0.1%
0.3370602587	1	< 0.1%
0.2088513633	1	< 0.1%
Other values (212344)	212344	> 99.9%

Value	Count	Frequency (%)
7.977518126 × 10^-6	1	< 0.1%
8.180784783 × 10^-6	1	< 0.1%
8.534000501 × 10^-6	1	< 0.1%
1.69545237 × 10^-5	1	< 0.1%
2.131069445 × 10^-5	1	< 0.1%
2.258408668 × 10^-5	1	< 0.1%
2.298550121 × 10^-5	1	< 0.1%
2.636952295 × 10^-5	1	< 0.1%
2.696162304 × 10^-5	1	< 0.1%
3.438315388 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
0.9999934731	1	< 0.1%
0.9999829516	1	< 0.1%
0.9999820996	1	< 0.1%
0.9999776178	1	< 0.1%
0.999975547	1	< 0.1%
0.999973749	1	< 0.1%
0.9999733255	1	< 0.1%
0.9999714195	1	< 0.1%
0.9999693917	1	< 0.1%
0.9999668731	1	< 0.1%

targetscan
Real number (ℝ)

Unique

Distinct	212354
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.501117

Minimum	4.1364528 × 10^-6
Maximum	0.99999668
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	4.1364528 × 10^-6
5-th percentile	0.050122576
Q1	0.25178984
median	0.50181385
Q3	0.75186016
95-th percentile	0.95036286
Maximum	0.99999668
Range	0.99999254
Interquartile range (IQR)	0.50007032

Descriptive statistics

Standard deviation	0.28867799
Coefficient of variation (CV)	0.57606903
Kurtosis	-1.2000675
Mean	0.501117
Median Absolute Deviation (MAD)	0.25003186
Skewness	-0.0050861131
Sum	106414.2
Variance	0.083334981
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7651636218	1	< 0.1%
0.9282443263	1	< 0.1%
0.1561413195	1	< 0.1%
0.9269707731	1	< 0.1%
0.9061510761	1	< 0.1%
0.04937826627	1	< 0.1%
0.1097590095	1	< 0.1%
0.2483067053	1	< 0.1%
0.2265969148	1	< 0.1%
0.9442487152	1	< 0.1%
Other values (212344)	212344	> 99.9%

Value	Count	Frequency (%)
4.136452795 × 10^-6	1	< 0.1%
4.335402382 × 10^-6	1	< 0.1%
4.461687015 × 10^-6	1	< 0.1%
6.533224721 × 10^-6	1	< 0.1%
1.218648272 × 10^-5	1	< 0.1%
1.407818904 × 10^-5	1	< 0.1%
1.808029239 × 10^-5	1	< 0.1%
2.329879473 × 10^-5	1	< 0.1%
2.517149427 × 10^-5	1	< 0.1%
2.690187606 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
0.999996679	1	< 0.1%
0.9999911958	1	< 0.1%
0.9999892316	1	< 0.1%
0.9999883625	1	< 0.1%
0.9999881889	1	< 0.1%
0.9999857743	1	< 0.1%
0.9999807865	1	< 0.1%
0.9999792912	1	< 0.1%
0.999972055	1	< 0.1%
0.9999714264	1	< 0.1%

predicted.sum
Real number (ℝ)

Unique

Distinct	212354
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.0103462

Minimum	1.5824651 × 10^-5
Maximum	9.9999084
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	1.5824651 × 10^-5
5-th percentile	0.50566384
Q1	2.5122413
median	5.0181956
Q3	7.5088777
95-th percentile	9.5032151
Maximum	9.9999084
Range	9.9998925
Interquartile range (IQR)	4.9966365

Descriptive statistics

Standard deviation	2.8844607
Coefficient of variation (CV)	0.57570087
Kurtosis	-1.197592
Mean	5.0103462
Median Absolute Deviation (MAD)	2.4983252
Skewness	-0.0047710748
Sum	1063967.1
Variance	8.3201134
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.392973721	1	< 0.1%
4.324298833	1	< 0.1%
6.243358881	1	< 0.1%
2.650631148	1	< 0.1%
5.586710605	1	< 0.1%
2.906425036	1	< 0.1%
9.385978417	1	< 0.1%
2.275804283	1	< 0.1%
5.400942902	1	< 0.1%
3.256649819	1	< 0.1%
Other values (212344)	212344	> 99.9%

Value	Count	Frequency (%)
1.582465119 × 10^-5	1	< 0.1%
0.0001127681052	1	< 0.1%
0.0001258443752	1	< 0.1%
0.0001910987888	1	< 0.1%
0.0001976880087	1	< 0.1%
0.000262373681	1	< 0.1%
0.0003145903409	1	< 0.1%
0.0003205559806	1	< 0.1%
0.0003493989846	1	< 0.1%
0.0003699696828	1	< 0.1%

Value	Count	Frequency (%)
9.999908374	1	< 0.1%
9.999802292	1	< 0.1%
9.999761352	1	< 0.1%
9.999679984	1	< 0.1%
9.999619268	1	< 0.1%
9.999538163	1	< 0.1%
9.999525225	1	< 0.1%
9.999501612	1	< 0.1%
9.999480194	1	< 0.1%
9.999463328	1	< 0.1%

all.sum
Real number (ℝ)

Unique

Distinct	212354
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.0000851

Minimum	8.1482043 × 10^-5
Maximum	9.9999872
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	8.1482043 × 10^-5
5-th percentile	0.50052138
Q1	2.5059411
median	5.0035977
Q3	7.4931057
95-th percentile	9.4958729
Maximum	9.9999872
Range	9.9999057
Interquartile range (IQR)	4.9871646

Descriptive statistics

Standard deviation	2.8826847
Coefficient of variation (CV)	0.57652712
Kurtosis	-1.1970479
Mean	5.0000851
Median Absolute Deviation (MAD)	2.4933649
Skewness	-0.0023108606
Sum	1061788.1
Variance	8.309871
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.487877859	1	< 0.1%
7.666791428	1	< 0.1%
4.13362407	1	< 0.1%
3.070646043	1	< 0.1%
2.389189758	1	< 0.1%
3.035776214	1	< 0.1%
6.997966007	1	< 0.1%
9.420516518	1	< 0.1%
3.073373663	1	< 0.1%
1.482559286	1	< 0.1%
Other values (212344)	212344	> 99.9%

Value	Count	Frequency (%)
8.148204313 × 10^-5	1	< 0.1%
0.0001859963496	1	< 0.1%
0.0003688354131	1	< 0.1%
0.0003699593097	1	< 0.1%
0.000414254698	1	< 0.1%
0.0004323137693	1	< 0.1%
0.0004683989212	1	< 0.1%
0.0004721965414	1	< 0.1%
0.0005789316115	1	< 0.1%
0.0005834709547	1	< 0.1%

Value	Count	Frequency (%)
9.999987182	1	< 0.1%
9.999951269	1	< 0.1%
9.999939693	1	< 0.1%
9.999878253	1	< 0.1%
9.999845089	1	< 0.1%
9.999826876	1	< 0.1%
9.999796655	1	< 0.1%
9.999788935	1	< 0.1%
9.999768537	1	< 0.1%
9.999766095	1	< 0.1%

label
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

0	191395
1	20959

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	212354
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	191395	90.1%
1	20959	9.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	191395	90.1%
1	20959	9.9%

Most occurring characters

Value	Count	Frequency (%)
0	191395	90.1%
1	20959	9.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	212354	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	191395	90.1%
1	20959	9.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	212354	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	191395	90.1%
1	20959	9.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	212354	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	191395	90.1%
1	20959	9.9%

Interactions

Correlations

	age	alcohol_consumption	all.sum	biopsy_results	ct_scan	diana_microt	dietary_habits	elmmo	endoscopic_images	ethnicity	existing_conditions	family_history	gender	geographical_location	helicobacter_pylori_infection	label	mature_mirna_acc	mature_mirna_id	microcosm	miranda	mirdb	pictar	pita	predicted.sum	smoking_habits	target_ensembl	target_entrez	target_symbol	targetscan
age	1.000	0.000	-0.001	0.003	0.006	0.003	0.004	-0.001	0.000	0.000	0.000	0.000	0.004	0.002	0.004	0.000	0.000	0.002	0.001	0.003	-0.000	0.000	-0.002	0.001	0.000	0.001	-0.000	0.004	-0.000
alcohol_consumption	0.000	1.000	0.000	0.003	0.002	0.000	0.001	0.004	0.001	0.000	0.003	0.000	0.000	0.004	0.000	0.000	0.000	0.000	0.000	0.003	0.000	0.005	0.000	0.004	0.004	0.000	0.003	0.002	0.003
all.sum	-0.001	0.000	1.000	0.000	0.001	0.001	0.000	0.002	0.000	0.000	0.003	0.000	0.000	0.004	0.006	0.005	0.000	0.006	0.000	0.001	0.001	0.003	-0.001	-0.002	0.000	-0.001	0.002	0.000	0.001
biopsy_results	0.003	0.003	0.000	1.000	0.000	0.007	0.000	0.003	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.005	0.004	0.000	0.000
ct_scan	0.006	0.002	0.001	0.000	1.000	0.000	0.000	0.003	0.002	0.004	0.002	0.000	0.000	0.000	0.000	0.000	0.000	0.002	0.001	0.004	0.002	0.007	0.003	0.004	0.000	0.000	0.000	0.000	0.004
diana_microt	0.003	0.000	0.001	0.007	0.000	1.000	0.007	0.003	0.000	0.007	0.000	0.003	0.000	0.005	0.000	0.001	0.000	0.000	-0.003	-0.003	-0.001	-0.001	0.000	-0.001	0.003	0.000	0.002	0.000	-0.002
dietary_habits	0.004	0.001	0.000	0.000	0.000	0.007	1.000	0.006	0.003	0.000	0.000	0.000	0.000	0.000	0.004	0.000	0.000	0.000	0.000	0.005	0.000	0.002	0.000	0.000	0.000	0.000	0.000	0.004	0.000
elmmo	-0.001	0.004	0.002	0.003	0.003	0.003	0.006	1.000	0.005	0.000	0.006	0.000	0.005	0.002	0.005	0.002	0.000	0.000	-0.002	-0.001	-0.001	-0.000	0.002	-0.003	0.005	0.002	0.000	0.004	0.001
endoscopic_images	0.000	0.001	0.000	0.000	0.002	0.000	0.003	0.005	1.000	0.000	0.000	0.000	0.000	0.001	0.000	0.000	0.002	0.002	0.006	0.005	0.002	0.007	0.000	0.002	0.000	0.005	0.000	0.004	0.002
ethnicity	0.000	0.000	0.000	0.000	0.004	0.007	0.000	0.000	0.000	1.000	0.000	0.004	0.005	0.004	0.000	0.000	0.000	0.003	0.000	0.000	0.006	0.002	0.005	0.002	0.000	0.006	0.001	0.001	0.001
existing_conditions	0.000	0.003	0.003	0.000	0.002	0.000	0.000	0.006	0.000	0.000	1.000	0.000	0.001	0.000	0.000	0.002	0.003	0.000	0.000	0.000	0.002	0.005	0.000	0.000	0.000	0.003	0.000	0.000	0.000
family_history	0.000	0.000	0.000	0.000	0.000	0.003	0.000	0.000	0.000	0.004	0.000	1.000	0.003	0.000	0.000	0.003	0.004	0.000	0.000	0.000	0.000	0.000	0.000	0.004	0.003	0.000	0.000	0.000	0.002
gender	0.004	0.000	0.000	0.000	0.000	0.000	0.000	0.005	0.000	0.005	0.001	0.003	1.000	0.000	0.002	0.000	0.000	0.000	0.000	0.002	0.000	0.003	0.000	0.004	0.000	0.000	0.000	0.002	0.000
geographical_location	0.002	0.004	0.004	0.000	0.000	0.005	0.000	0.002	0.001	0.004	0.000	0.000	0.000	1.000	0.000	0.000	0.004	0.000	0.000	0.005	0.000	0.000	0.000	0.000	0.000	0.000	0.004	0.000	0.002
helicobacter_pylori_infection	0.004	0.000	0.006	0.000	0.000	0.000	0.004	0.005	0.000	0.000	0.000	0.000	0.002	0.000	1.000	0.001	0.000	0.003	0.000	0.004	0.000	0.000	0.003	0.004	0.000	0.000	0.003	0.000	0.000
label	0.000	0.000	0.005	0.000	0.000	0.001	0.000	0.002	0.000	0.000	0.002	0.003	0.000	0.000	0.001	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.002	0.000	0.003	0.000	0.005
mature_mirna_acc	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.002	0.000	0.003	0.004	0.000	0.004	0.000	0.000	1.000	0.002	0.004	0.007	0.003	0.000	0.000	0.000	0.000	0.000	0.004	0.003	0.003
mature_mirna_id	0.002	0.000	0.006	0.000	0.002	0.000	0.000	0.000	0.002	0.003	0.000	0.000	0.000	0.000	0.003	0.000	0.002	1.000	0.001	0.000	0.000	0.000	0.003	0.000	0.000	0.000	0.000	0.000	0.003
microcosm	0.001	0.000	0.000	0.000	0.001	-0.003	0.000	-0.002	0.006	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.004	0.001	1.000	-0.002	0.002	-0.000	-0.001	-0.001	0.001	-0.000	-0.001	0.003	0.002
miranda	0.003	0.003	0.001	0.000	0.004	-0.003	0.005	-0.001	0.005	0.000	0.000	0.000	0.002	0.005	0.004	0.000	0.007	0.000	-0.002	1.000	-0.001	0.001	-0.001	-0.000	0.000	0.003	-0.004	0.004	0.002
mirdb	-0.000	0.000	0.001	0.000	0.002	-0.001	0.000	-0.001	0.002	0.006	0.002	0.000	0.000	0.000	0.000	0.000	0.003	0.000	0.002	-0.001	1.000	0.001	-0.001	-0.005	0.000	0.004	0.002	0.005	-0.000
pictar	0.000	0.005	0.003	0.000	0.007	-0.001	0.002	-0.000	0.007	0.002	0.005	0.000	0.003	0.000	0.000	0.000	0.000	0.000	-0.000	0.001	0.001	1.000	0.002	-0.001	0.000	-0.001	-0.002	0.000	0.002
pita	-0.002	0.000	-0.001	0.000	0.003	0.000	0.000	0.002	0.000	0.005	0.000	0.000	0.000	0.000	0.003	0.000	0.000	0.003	-0.001	-0.001	-0.001	0.002	1.000	-0.000	0.000	0.003	-0.002	0.000	-0.003
predicted.sum	0.001	0.004	-0.002	0.000	0.004	-0.001	0.000	-0.003	0.002	0.002	0.000	0.004	0.004	0.000	0.004	0.000	0.000	0.000	-0.001	-0.000	-0.005	-0.001	-0.000	1.000	0.001	0.001	-0.002	0.003	0.000
smoking_habits	0.000	0.004	0.000	0.000	0.000	0.003	0.000	0.005	0.000	0.000	0.000	0.003	0.000	0.000	0.000	0.002	0.000	0.000	0.001	0.000	0.000	0.000	0.000	0.001	1.000	0.006	0.000	0.000	0.000
target_ensembl	0.001	0.000	-0.001	0.005	0.000	0.000	0.000	0.002	0.005	0.006	0.003	0.000	0.000	0.000	0.000	0.000	0.000	0.000	-0.000	0.003	0.004	-0.001	0.003	0.001	0.006	1.000	0.002	0.000	0.001
target_entrez	-0.000	0.003	0.002	0.004	0.000	0.002	0.000	0.000	0.000	0.001	0.000	0.000	0.000	0.004	0.003	0.003	0.004	0.000	-0.001	-0.004	0.002	-0.002	-0.002	-0.002	0.000	0.002	1.000	0.004	-0.001
target_symbol	0.004	0.002	0.000	0.000	0.000	0.000	0.004	0.004	0.004	0.001	0.000	0.000	0.002	0.000	0.000	0.000	0.003	0.000	0.003	0.004	0.005	0.000	0.000	0.003	0.000	0.000	0.004	1.000	0.000
targetscan	-0.000	0.003	0.001	0.000	0.004	-0.002	0.000	0.001	0.002	0.001	0.000	0.002	0.000	0.002	0.000	0.005	0.003	0.003	0.002	0.002	-0.000	0.002	-0.003	0.000	0.000	0.001	-0.001	0.000	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	age	gender	ethnicity	geographical_location	family_history	smoking_habits	alcohol_consumption	helicobacter_pylori_infection	dietary_habits	existing_conditions	endoscopic_images	biopsy_results	ct_scan	mature_mirna_acc	mature_mirna_id	target_symbol	target_entrez	target_ensembl	diana_microt	elmmo	microcosm	miranda	mirdb	pictar	pita	targetscan	predicted.sum	all.sum	label
0	43	Male	Ethnicity_A	Other	1	0	0	0	Low_Salt	Chronic Gastritis	Normal	Negative	Negative	MIR123	MIR123_1	TP53	5034	1946626	0.381326	0.187003	0.786422	0.204816	0.561920	0.438175	0.283603	0.928244	4.324299	7.666791	0
1	86	Female	Ethnicity_B	California	1	0	0	1	High_Salt	Diabetes	Normal	Negative	Negative	MIR123	MIR234_2	TP53	6901	1503178	0.958561	0.493322	0.963989	0.498041	0.985585	0.144609	0.375375	0.103573	7.967674	1.483280	0
2	68	Male	Ethnicity_A	California	0	1	1	0	High_Salt	NaN	Normal	Negative	Negative	MIR345	MIR345_3	KRAS	4014	1787909	0.269537	0.573560	0.666896	0.540388	0.905853	0.827279	0.350915	0.166878	3.748651	3.046783	0
3	57	Female	Ethnicity_A	Other	0	0	0	1	High_Salt	Chronic Gastritis	Normal	Negative	Negative	MIR123	MIR123_1	KRAS	7351	1310766	0.372287	0.261399	0.949488	0.134170	0.429935	0.935231	0.794704	0.867036	5.478298	8.811307	0
4	33	Male	Ethnicity_A	California	0	1	1	0	High_Salt	Diabetes	Abnormal	Negative	Negative	MIR345	MIR123_1	CDH1	7982	1277058	0.974656	0.754478	0.263164	0.876767	0.650832	0.337669	0.427492	0.915804	1.809181	0.394632	0
5	33	Female	Ethnicity_C	California	1	0	1	0	High_Salt	Chronic Gastritis	Abnormal	Negative	Negative	MIR123	MIR234_2	TP53	4858	1665985	0.906934	0.050714	0.954498	0.928561	0.349869	0.768395	0.357806	0.464772	4.470495	8.478575	0
6	26	Male	Ethnicity_B	California	0	1	0	0	High_Salt	Chronic Gastritis	Abnormal	Negative	Negative	MIR123	MIR123_1	KRAS	6192	1349266	0.387300	0.159288	0.973591	0.755524	0.193466	0.902805	0.117261	0.884740	4.022234	9.744591	0
7	79	Male	Ethnicity_B	California	1	0	0	0	High_Salt	Diabetes	Normal	Negative	Positive	MIR123	MIR123_1	CDH1	2249	1070986	0.067839	0.895501	0.483289	0.047487	0.747612	0.020567	0.376179	0.236240	9.220684	1.084167	0
8	58	Male	Ethnicity_A	California	1	0	0	1	High_Salt	NaN	Normal	Negative	Negative	MIR123	MIR123_1	TP53	5305	1782837	0.918927	0.934111	0.389257	0.690765	0.228321	0.348682	0.180423	0.161433	5.490160	9.528053	0
9	66	Female	Ethnicity_B	California	0	1	1	1	High_Salt	Chronic Gastritis	Normal	Negative	Positive	MIR123	MIR123_1	TP53	8828	1895030	0.464553	0.467400	0.992538	0.610410	0.204009	0.339347	0.790507	0.923155	5.312960	6.509198	1

	age	gender	ethnicity	geographical_location	family_history	smoking_habits	alcohol_consumption	helicobacter_pylori_infection	dietary_habits	existing_conditions	endoscopic_images	biopsy_results	ct_scan	mature_mirna_acc	mature_mirna_id	target_symbol	target_entrez	target_ensembl	diana_microt	elmmo	microcosm	miranda	mirdb	pictar	pita	targetscan	predicted.sum	all.sum	label
212344	70	Female	Ethnicity_A	California	1	0	1	1	High_Salt	Chronic Gastritis	Normal	Negative	Negative	MIR123	MIR123_1	TP53	4617	1121004	0.214053	0.985299	0.030505	0.476153	0.749060	0.922630	0.231277	0.891736	8.581466	2.303212	0
212345	40	Male	Ethnicity_A	California	0	0	0	0	High_Salt	Diabetes	Normal	Negative	Negative	MIR123	MIR123_1	TP53	7311	1856009	0.854685	0.389023	0.579350	0.831756	0.987200	0.436073	0.096688	0.724573	2.914234	1.912806	1
212346	32	Male	Ethnicity_B	California	0	1	0	0	High_Salt	Diabetes	Normal	Negative	Negative	MIR123	MIR123_1	TP53	7455	1809520	0.040721	0.707163	0.065486	0.345393	0.485852	0.779421	0.095927	0.158654	5.793998	8.948175	0
212347	27	Male	Ethnicity_A	Other	0	0	1	1	High_Salt	Chronic Gastritis	Abnormal	Negative	Negative	MIR123	MIR123_1	TP53	6579	1398335	0.847733	0.450773	0.545828	0.739607	0.929764	0.131652	0.880751	0.134566	3.610328	8.253089	0
212348	49	Female	Ethnicity_C	California	0	1	1	1	High_Salt	Chronic Gastritis	Normal	Negative	Negative	MIR123	MIR123_1	TP53	5046	1582047	0.760967	0.713226	0.432300	0.507213	0.689894	0.998506	0.569885	0.978047	2.795402	3.935588	0
212349	47	Male	Ethnicity_A	California	0	1	1	0	High_Salt	Chronic Gastritis	Abnormal	Negative	Negative	MIR123	MIR123_1	KRAS	6934	1980281	0.972193	0.408123	0.925035	0.267628	0.538474	0.463471	0.827892	0.929147	0.866260	6.698303	0
212350	59	Female	Ethnicity_A	California	0	1	1	0	High_Salt	Chronic Gastritis	Normal	Negative	Negative	MIR123	MIR123_1	TP53	6581	1287697	0.988244	0.578204	0.768279	0.339168	0.236523	0.444216	0.011762	0.053098	5.102216	2.338017	0
212351	58	Female	Ethnicity_C	California	0	0	0	0	High_Salt	NaN	Abnormal	Negative	Negative	MIR123	MIR123_1	CDH1	9922	1115299	0.952403	0.940936	0.865221	0.448189	0.899351	0.766615	0.098454	0.384019	7.774612	4.601637	1
212352	77	Female	Ethnicity_B	California	1	1	0	1	High_Salt	Chronic Gastritis	Abnormal	Negative	Negative	MIR123	MIR123_1	KRAS	7558	1415023	0.924784	0.498088	0.048195	0.924610	0.101521	0.464988	0.639401	0.410327	2.362698	2.020047	0
212353	71	Male	Ethnicity_A	California	0	0	0	1	High_Salt	NaN	Normal	Positive	Negative	MIR123	MIR345_3	KRAS	3420	1547142	0.146955	0.689696	0.701524	0.250955	0.102458	0.077025	0.463766	0.765164	2.392974	4.487878	0

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)